Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Fear / Threat
3,873 comments
canada with indians is turning into sweden with middle easterns. they dont belong here in any of the 2 countries, its not racist its just facts
canada with indians is turning into sweden with middle easterns. they dont belong here in any of the 2 countries, its not racist its just facts
Expresses demographic anxiety by comparing Canada's Indian immigration to Sweden's Middle Eastern immigration, framing both as threats.
Rozee0612
Jan 27, 2026
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Heartbreaking that socialist morons let both of our countries burn for 3rd worlders
Expresses alarmism about national decline attributed to immigration and political ideology.
DocShok
Jan 27, 2026
GET EM THE FUCK OUT
GET EM THE FUCK OUT
Aggressive demand to remove immigrants, expressing xenophobic sentiment and implicit threat framing.
69winno
Jan 27, 2026
Such a threat to our humanity. Seems coordinated and international. Seems systemic and well organized and well funded! Its time to DRAIN THE SWAMP !!!! God protect our children, elderly! Protect our moral leaders and …
Such a threat to our humanity. Seems coordinated and international.
Seems systemic and well organized and well funded!
Its time to DRAIN THE SWAMP !!!! God protect our children, elderly!
Protect our moral leaders and help our Military!!!!
Alarmist conspiracy theory framing immigration as coordinated systemic threat, calling for action.
Araps111
Feb 18, 2026
My greatest hope for the world is not world peace. It's that a communist dictator would arise in India, and model the country after North Korea, so that no Indians can leave the Subcontinent
My greatest hope for the world is not world peace. It's that a communist dictator would arise in India, and model the country after North Korea, so that no Indians can leave the Subcontinent
Expresses extreme demographic anxiety through a dystopian wish that India become authoritarian to prevent emigration.
Mullet-ZubazPants
Jan 27, 2026
OH MY GOD THIS IS SYDNEY... WE ARE GOING THROUGH THE SAME THING. GO AWAY... THEY'RE LIKE FLIES... THEY KEEP BREEDING TOO. STOP.. GO BACK HOME ...
OH MY GOD THIS IS SYDNEY... WE ARE GOING THROUGH THE SAME THING. GO AWAY... THEY'RE LIKE FLIES... THEY KEEP BREEDING TOO. STOP.. GO BACK HOME ...
Expresses demographic anxiety and xenophobic sentiment using dehumanizing language ('flies,' 'breeding'), with comparative reference to Sydney.
MissVee-y8x
Jan 27, 2026
Is disgusting they are taking over
Is disgusting they are taking over
The comment expresses alarm about immigrants 'taking over,' framing immigration as a threat to the existing population.
larrybecker9565
Jan 27, 2026
doomed canada is doomed
doomed canada is doomed
Expresses apocalyptic concern about Canada's future without elaboration, conveying existential anxiety.
Fear / Threat
0.85
StanleyFelix-d7y
Feb 28, 2026
Importing rape gangs on the daily 😂😂😂 Not wanting them in your country is not racism.
Importing rape gangs on the daily 😂😂😂
Not wanting them in your country is not racism.
Uses inflammatory language about immigrants as a threat ('rape gangs') while asserting national identity concerns, combining alarmism with identity-based framing.
Atyourmomshouse69
Jan 27, 2026
we all want to burn them
we all want to burn them
Expresses violent threat language ('burn them') directed at immigrants, representing extreme fear-based rhetoric.
colton4982
Jan 27, 2026
Canada is slowly becoming a shit hole
Canada is slowly becoming a shit hole
Expresses alarm and negative sentiment about Canada's trajectory, framing immigration as a threat to national wellbeing.
soa2444
Jan 27, 2026
We have been sold out and invaded, our government is treasonous
We have been sold out and invaded, our government is treasonous
Expresses existential threat narrative using language of invasion and betrayal, framing immigration as a national security and sovereignty crisis.
LibertyOrD__th
Jan 27, 2026
They are flooding to Canada and Seattle
They are flooding to Canada and Seattle
Uses alarmist language ('flooding') to express demographic anxiety about immigration levels.
Fear / Threat
0.85
PNWRottweilers253
Feb 18, 2026
This world is f****d .. in 15 years there will be no pure bread ethnicities its going to be all mixed😐
This world is f****d .. in 15 years there will be no pure bread ethnicities its going to be all mixed😐
Expresses apocalyptic demographic anxiety about ethnic mixing and loss of 'pure' ethnicities.
Ibansky
Jan 27, 2026
Get rid of them
Get rid of them
Vague but hostile demand to remove a group, expressing xenophobic sentiment and implicit threat.
nathanhoy7628
Jan 27, 2026
Holy shit we’re surrounded
Holy shit we’re surrounded
Expresses demographic anxiety and encirclement anxiety, suggesting a sense of being overwhelmed by demographic change.
magaelectrician657
Jan 27, 2026
Its not just Brampton, all of Canada has been invaded. It makes me sad and angry. We need remigration now, before the country is completely lost
Its not just Brampton, all of Canada has been invaded. It makes me sad and angry. We need remigration now, before the country is completely lost
The commenter expresses alarm about immigration using language of invasion and cultural loss, calling for 'remigration' as a solution to perceived demographic threat.
jessevitek9374
Jan 27, 2026
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in …
BRO! Thanks for covering this f’n abomination! I live a few hours from there and my city’s jobs have been invaded by imported thrd wrld dirty, lazy Ind*@ns! They sh*t and piss in public in front of families, on the beaches, on toilet seats, don’t flush or wash their hands or themselves, they stank up any place they’re in, they’re starting to form clans and sh**ting up neighbourhoods, these are just facts! We are sick and tired of imported low wage labourers taking f’n jobs so that corps can maximize profit! NEVER believe them when they lie and tell you “it’s because the citizens don’t want the jobs”, that’s a load a BS!! White dude on the bike is based af and spitting facts! Deport 70% of them and put a moratorium on immigration NOW!
Extended xenophobic tirade with dehumanizing language, health/hygiene stereotypes, job displacement concerns, and explicit calls for deportation and immigration moratorium.
JohnDillinger12
Jan 27, 2026
The canadian leadership needs to understand that the population does not want sharia law or the threat of future sharia law
The canadian leadership needs to understand that the population does not want sharia law or the threat of future sharia law
Expresses threat/danger concern about religious law imposition, framed as demographic anxiety.
Ray-e8k8w
Dec 26, 2025
Hundreds? There’s millions who need to be deported.
Hundreds? There’s millions who need to be deported.
Escalates deportation demands from hundreds to millions, expressing demographic anxiety and alarmism.
@kn1ne
Feb 18, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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